Companies · AI / ML

Overview CorpWinter 2019Active

SAN FRANCISCO · CA, USA · AI / ML · refined from filed group “Other Technology · founded 2018 · https://overview.ai

Diligence memoA one-page analyst read on Overview Corp — recommendation, valuation, rhythm, risks.
$3.8M
Total raised · real
1
Rounds
Latest step-up
Top 21%
Sector rank · raised
Seed
Latest stage · inferred · Fri Nov 08 2024 00:00:00 GMT+0000 (Coordinated Universal Time)

Overview Corp looks fair against its niche peers and is quiet on financing cadence.

Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the ai/ml sector profile.

Analyst read est. — computed against this company's niche peers in the same era. Inputs shown; not a quoted figure.

Fair
  • Modeled value is 0.96× the median modeled value of Seed AI / ML companies in 2022–2024 (73 peers) — value vs value, same stage and era.
  • Within the normal band (96% of peer median) for its niche.
Quiet
  • Last raise 20 mo ago; this sector typically re-raises about every 11 months.
  • Slightly overdue versus sector cadence.
Leadership

No named principal in this company's public records yet — see all operators below.

Explore how these operators interlock with other companies in the operator network.

Where it sits in AI / ML

Overview Corp is one of 2067 AI / ML companies tracked from SAN FRANCISCO, CA, USA, on record since 2018. By capital raised it ranks in the upper tier (ahead of 80% of sector peers), and in the upper tier by modeled valuation est..

Ranking is computed against this company's own sector cohort — reported capital is fact; valuation tiers are modeled.

AI analyst read est. — model-extracted from this company's public description, not a verified fact. 30%

operates a technology-led product inferred from public copy

Grounded in: “You are a venture analyst

Reshaping industrial quality with AI, hardware, and software

Here’s a secret between you and me: even the world’s largest manufacturers, companies like Tesla and Toyota, waste billions of dollars every year making products with quality issues. Building high-quality things at scale is incredibly hard. It doesn’t just happen because you hire smart people or buy good machines. It requires seeing problems early, understanding them deeply, and acting in real time, something factories were never designed to do. At Overview.ai, we’re changing that. We build custom hardware, edge AI, and software systems that give manufacturers real visibility into how their products are actually being made. Our technology helps catch defects earlier, reduce waste, and fundamentally improve how factories operate. This work matters, not just for our customers, but for keeping American manufacturing competitive in a world that’s moving faster every year.

AIComputer VisionDeep LearningIoTManufacturingai/ml
Find Overview Corp online

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
17
Investors (latest)
2024-11-08
First sale
Amount raised vs valuation, by round

Solid bars are reported offering amounts reported; hatched bars are the modeled post-money valuation est. — both on one shared scale so you can read raise-vs-worth at each round directly. Use the toggles to overlay data labels and the niche-peer / market average value lines.

Amount raised · realModeled valuation · estCumulative funded · real
$0$5.0M$10M$15M$20MSeed · 2024-11-08 Raised $3.8M (real) Modeled valuation $17M (est)$3.8M$17MSeed2024

The line shows cumulative reported funding over the period; + labels show new capital added between points when there is room. Toggle on-bar figures, plus the niche-peer and market averages, to read this company against its cohort. Benchmarks are modeled medians.

Financing ladder & sequence gaps
Seed$3.8M · 2024

Stages are modeled from round size (public records carry no series label). No record for: Pre-Seed — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 50%.

Modeled valuation trajectory
$17.3M
Base estimate est.
$3.3M
Conservative case
$41.7M
Upside case
$18.8M
Modeled post-money

Round size and date are reported; the stage label is inferred from round size (latest is Seeda $1.0M–$4.0M round). Valuation is modeled from stage benchmarks scaled by the ai/ml sector profile. Directional, not a quoted figure.

Not enough modeled valuation points to chart a trajectory.

Model inputs · modeled:benchmark-stage-stepup-v1
20%
Dilution assumption
Implied ownership sold in the financing.
39%
Survival probability
18% low · 61% high
1.68×/yr
Annual markup
2.20×/yr upside case
1.6 yr
Elapsed time used
1.6 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
Avg between rounds
Capital velocity
1.6 yr
On record since
2024
First round
1
Rounds on file
How it compares to the market

Benchmarked against 2067 companies in AI / ML. Each bar is a median (the middle company, not an average — outliers don't skew it). Two yardsticks: real money raised (reported on Form D) and modeled value (our estimate est.). These are whole-sector medians across all stages, except the per-stage row.

Total raised — vs sector median (real $, all stages) 0.8× of median
This company$3.8M
Sector median$4.7M
Latest round — vs other Seed rounds in sector (real $, this stage) 1.9× above median
This company$3.8M
Sector median$1.9M
Modeled value — vs sector median (estimate, all stages) 0.6× of median
This company$17.3M
Sector median$27.9M

Raised more than 80% of sector peers (real $). Modeled value above 77% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Seed) that last raised in the same ~3-year era, ranked by modeled value est. (not money raised). This is the exact set the analyst read compares against, so a like-for-like cohort is what makes "over/under-valued" meaningful. This company ranks #40 of 73.

This companyCohort peer
$10.0M$100.0M$1.0M$10.0MCapital raised (log)MD.ai, Inc. · Seed Raised $4.0M · modeled $74.4M (est)Edge AI Solutions Inc. · Seed Raised $4.0M · modeled $61.5M (est)Operative Intelligence Holdings Inc. · Seed Raised $3.7M · modeled $55.4M (est)Bookend AI Inc. · Seed Raised $3.1M · modeled $50.9M (est)Globus AI, Inc. · Seed Raised $4.0M · modeled $47.2M (est)Subterra AI, Inc. · Seed Raised $2.2M · modeled $43.0M (est)VERB AI Inc. · Seed Raised $4.3M · modeled $42.1M (est)Stella Automotive AI, Inc. · Seed Raised $4.0M · modeled $40.5M (est)Invoke AI, Inc. · Seed Raised $3.7M · modeled $36.3M (est)Themis AI Inc · Seed Raised $2.8M · modeled $34.6M (est)Adaya AI, Inc. · Seed Raised $2.0M · modeled $33.7M (est)DeTech.ai Inc. · Seed Raised $2.2M · modeled $32.6M (est)Overview Corp (this company) Raised $3.8M · modeled $17.3M (est)Overview Corp
CompanyStageRaised · realValue · estvs peer med.
MD.ai, Inc.Seed$4.0M$74.4M4.12×
Edge AI Solutions Inc.Seed$4.0M$61.5M3.41×
Operative Intelligence Holdings Inc.Seed$3.7M$55.4M3.07×
Bookend AI Inc.Seed$3.1M$50.9M2.82×
Globus AI, Inc.Seed$4.0M$47.2M2.62×
Subterra AI, Inc.Seed$2.2M$43.0M2.38×
VERB AI Inc.Seed$4.3M$42.1M2.33×
Stella Automotive AI, Inc.Seed$4.0M$40.5M2.24×
Invoke AI, Inc.Seed$3.7M$36.3M2.01×
Themis AI IncSeed$2.8M$34.6M1.92×
Adaya AI, Inc.Seed$2.0M$33.7M1.87×
DeTech.ai Inc.Seed$2.2M$32.6M1.80×
Overview Corp this companySeed$3.8M$17.3M0.96×
Full financing history

Stage is inferred from round size est., not reported on the filing — a round's dollar size maps to a bucket: Pre-Seed <$1.0M · Seed $1.0M–$4.0M · Series A $4.0M–$15M · Series B $15M–$40M · Series C $40M–$100M · Series D+ $100M–$400M · Growth/Late >$400M.

StageAmount · realAnnouncedPost-money · estValue · estConf.
Seed$3.8M2024-11-08$18.8M$17.3M90%
What happened at each round

Step-up, pace versus the sector's normal cadence, and revenue/exemption moves — read straight from the reported round facts reported.

  1. Seed$3.8M2024-11-08
    • First recorded raise — entered as Seed.
    • 17 investors on this round.
Intelligence
Modeled next raise
$6.0M
Modeled next size est.range $3.9M$9.6M
Last step-up
Capital velocity

Predictive signals are modeled est. from this company's own cadence and step-up, plus sector benchmarks — directional, not advice. Peer set and a CSV export live in your analyst workspace.

Key people & operators

Officers, directors and promoters named in this company's public recordsreported — the people who run it (not its investors). "Also runs" counts come from name-matching across all records, so verify before acting.

PersonRoleAlso runsTied since
Stanton Green3 other2024-11
Austin Appel2024-11
Christopher Van Dyke2024-11
Registry & provenance

Overview Corp is an official record sourced from the U.S. Securities and Exchange Commission (SEC). U.S. data is aggregated from SEC Form D filings.

United States
Country of record
US
Jurisdiction
2069475
SEC CIK
Similar companies

Nearest neighbours across the whole database — matched on sector, stage and capital scale, and on shared operators (officers or directors named at both companies in public filings). A discovery shortlist, not a valuation cohort — verify before acting, the same way modeled figures are directional.

CompanySectorStageRaised · realValue · estWhy similar
Team-GPT Global Inc.AI / MLSeed$3.7M$19.1Msame sector · same stage
Uniti AI, Inc.AI / MLSeed$3.8M$14.9Msame sector · same stage
Courie.Ai Inc.AI / MLSeed$3.8M$18.4Msame sector · same stage
Frozen Harvest Intelligence, Inc.AI / MLSeed$3.7M$15.5Msame sector · same stage
Agriculture Scout AI, Inc.AI / MLSeed$3.6M$1.8Msame sector · same stage
Mycroft AI Inc.AI / MLSeed$3.6M$3.3Msame sector · same stage
JPB-ML Investors, LLCAI / MLSeed$3.6M$11.9Msame sector · same stage
Rippey.ai, Inc.AI / MLSeed$3.6M$31.3Msame sector · same stage
Semantically similar

Matched by meaning, not labels — a local language model reads each company's name, sector and description and ranks the closest in that learned space. This catches look-alikes that cross sector boundaries; the structured list above explains its matches, this one trusts the text. Directional, like every modeled signal here.

CompanySectorStageValue · estMatch
Industrial Next
Tesla autonomous manufacturing for everyone
Robotics81%
Industrial Intelligence,IncAI / MLPre-Seed$5.8M80%
Vision Lab
Industrial data layer for robotics training
Robotics79%
Build Intelligence Group Inc.AI / MLPre-Seed$2.0M79%
Obviously AI, Inc.AI / MLSeries A$41.0M79%
Bucket Robotics
Defect detection for manufacturing built from CAD and synthetic data.
Robotics79%
Vision Ai Inc.AI / MLPre-Seed$1.8M79%
X.Ai Corp.AI / MLSeries D+$290.0M79%
Frequently asked
How much funding has Overview Corp raised?
Overview Corp has raised approximately $3.8M in disclosed capital across 1 recorded financing round, aggregated from public filings.
What is Overview Corp's estimated valuation?
Provath's modeled valuation for Overview Corp is approximately $17.3M (modeled range $3.3M–$41.7M). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Overview Corp at?
Overview Corp's latest modeled financing stage is Seed. Its most recent recorded round closed around Fri Nov 08.
What does Overview Corp do and where is it based?
Overview Corp operates in the AI / ML sector, based in SAN FRANCISCO, CA, USA. Reshaping industrial quality with AI, hardware, and software
Explore related

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